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Despite the promise of VLMs, current models still struggle to grasp the nuances of climate change discourse in social media videos, highlighting the need for more specialized approaches.
VLMs can reliably reveal population-level trends in climate change discourse on social media, even when per-image accuracy is only moderate.
